Abstract
Electroencephalogram- (EEG-) based brain-computer interface (BCI) systems usually utilize one type of changes in the dynamics of brain oscillations for control, such as event-related desynchronization/synchronization (ERD/ERS), steady state visual evoked potential (SSVEP), and P300 evoked potentials. There is a recent trend to detect more than one of these signals in one system to create a hybrid BCI. However, in this case, EEG data were always divided into groups and analyzed by the separate processing procedures. As a result, the interactive effects were ignored when different types of BCI tasks were executed simultaneously. In this work, we propose an improved tensor based multiclass multimodal scheme especially for hybrid BCI, in which EEG signals are denoted as multiway tensors, a nonredundant rank-one tensor decomposition model is proposed to obtain nonredundant tensor components, a weighted fisher criterion is designed to select multimodal discriminative patterns without ignoring the interactive effects, and support vector machine (SVM) is extended to multiclass classification. Experiment results suggest that the proposed scheme can not only identify the different changes in the dynamics of brain oscillations induced by ...Continue Reading
References
Sep 1, 1966·Psychometrika·L R Tucker
Sep 28, 1998·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·G PfurtschellerK Lugger
Feb 24, 2001·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·H RamoserG Pfurtscheller
Jun 6, 2002·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Jonathan R WolpawTheresa M Vaughan
Jun 11, 2004·IEEE Transactions on Bio-medical Engineering·Vladimir Bostanov
Jun 11, 2004·IEEE Transactions on Bio-medical Engineering·Neng XuFusheng Yang
Sep 28, 2005·NeuroImage·Morten MørupSidse M Arnfred
Dec 13, 2006·IEEE Transactions on Bio-medical Engineering·Zhonglin LinXiaorong Gao
Feb 24, 2007·Medical & Biological Engineering & Computing·R BoostaniG Pfurtscheller
Jun 7, 2007·IEEE Transactions on Bio-medical Engineering·Zhonglin LinXiaorong Gao
Mar 11, 2009·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Jie LiQibin Zhao
Feb 11, 2010·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Gert PfurtschellerGernot R Müller-Putz
Mar 25, 2010·Journal of Neural Engineering·B Z AllisonG Pfurtscheller
Jun 29, 2010·Frontiers in Neuroscience·Gert PfurtschellerNiels Birbaumer
Jul 10, 2010·IEEE Transactions on Bio-medical Engineering·Yuanqing LiCuntai Guan
Feb 22, 2011·IEEE Transactions on Bio-medical Engineering·Rajesh C PanickerYing Sun
Jul 16, 2011·Journal of Neuroengineering and Rehabilitation·Pablo F DiezEric Laciar Leber
Jun 14, 2012·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Jinyi LongFeng Li
Jul 10, 2012·Journal of Neuroscience Methods·Brendan Z AllisonChrista Neuper
Feb 23, 2013·Journal of Neural Engineering·Erwei YinDewen Hu
Jun 27, 2013·IEEE Transactions on Bio-medical Engineering·Yuanqing LiZhuliang Yu
Sep 12, 2013·PloS One·Bongjae Choi, Sungho Jo
Oct 1, 2013·Reviews in the Neurosciences·Alexis Ortiz-Rosario, Hojjat Adeli
Feb 19, 2014·Journal of Medical Engineering & Technology·Rajesh SinglaRameshwar Jha
Apr 4, 2014·International Journal of Neural Systems·Jie LiQiang Wu
Jul 6, 2014·Journal of Neuroscience Methods·Minjue WangXingyu Wang
Aug 29, 2014·International Journal of Neural Systems·Fengyu CongAndrzej Cichocki
Apr 4, 2015·Journal of Neuroscience Methods·Fengyu CongTapani Ristaniemi
Citations
Jun 5, 2019·Journal of Neural Engineering·M de Neeling, M M Van Hulle
Oct 21, 2016·Journal of Neural Engineering·E Kinney-LangJ Escudero
Jan 4, 2017·Computational Intelligence and Neuroscience·Songyun XieWei Wang
Aug 10, 2017·Frontiers in Neurorobotics·Keum-Shik Hong, Muhammad Jawad Khan
Dec 4, 2018··Eli Kinney-LangJavier Escudero
Aug 21, 2018··Dalin ZhangXiang Zhang